{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as  np\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('data/train_sample.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jSSrCgJEkFWHASJKKMGAkSUUYMJKkIgwYSVIRBowkqQgDRpJUhAEjSSrCgJEkFWHASJKKMGAkSUUYMJKkIgwYSVIRBowkqYihJn9YRJwEbAGWAqcAHwH+D/BF4KG67OOZ+dmI2ABcDBwCrszM3RFxJnAr0AIeANZn5pFuahvZUElS4zOYdwJPZeYFwCrgJmAZsDEzR+s/n42IZcCFwHJgLfAX9fobgWvq9QeA1d3UNrKFkiSg4RkM8Dlga9vyIeAcICJiNdUs5krgfGBHZraAxyJiKCJG6tp763W3A28DsovaO4punSTpqEYDJjP/H0BEDFMFzTVUu8puycw9EfEhYAOwH3iqbdVx4FRgoA6S9rHFXdROa8mSRQwNLXiRW6f5ZGRkuNctSH2v6RkMEXEa1UziY5l5W0S8NDP310/fAdwIfAFo/w0epgqdI5OMHeiidlr79h3sbmM0b42Njfe6BalvTPWBq9FjMBHxCmAH8IHM3FIP3xkRr68frwD2ALuAlRExGBGnA4OZ+SSwNyJG69pVwM4uayVJDWl6BvNBYAnw4Yj4cD3274E/j4jngCeAKzLzQETsBO6jCsH1de1VwM0RcTLwILA1Mw93Wlt+8yRJEwZardbxq+aJsbFx34w+suWuNb1uYUrrVvh5RZowMjI8MNm4F1pKkoowYCRJRRgwkqQiDBhJUhEGjCSpCANGklSEASNJKsKAkSQVYcBIkoowYCRJRTR+N2U16399/t/1uoVJvfrt/7XXLUgqzBmMJKkIA0aSVIQBI0kqwoCRJBVhwEiSijBgJElFGDCSpCK8DkbSnPTlnT/tdQuTuuiChb1uoTHOYCRJRczpGUxEDAIfA84CngUuz8yHe9uVJM0Pc30G83ZgYWa+Afh94Poe9yNJ88acnsEA5wNfAcjM+yPi3B73I0kdOXzrT3rdwqQWvPtlHdcOtFqtcp30WETcAmzLzO318mPAqzLzUG87k6S5b67vIjsADLctDxouktSMuR4wu4CLACLiPOC7vW1HkuaPuX4M5g7grRHxNWAAuKzH/UjSvDGnj8FIknpnru8ikyT1iAEjSSrCgJEkFTHXD/I3JiKWA9dl5mhEnAncCrSAB4D1mXkkIjYAFwOHgCszc3fb+n8GZGZubr77F99/RJwN3Agcprodz7sy88cnUP/LgC8CD9Uv9fHM/OwJ0vtngFfWL7MUuD8z1zbZ+wz7PxvYXI99j+pWTkf6sf+67kzg85n5K/Xyy4HbgF8AfgRclpkHT6D+Twe2UOXAAHBFZuZs9uYMZhZExNXALcDEbVI3Atdk5gVUf3Gr6//ILgSWA2uBv6jXHYmI7cCvN954bSb9A5uA92fmKHA78IEGWwdm3P8yYGNmjtZ/mg6XF917Zq6t3/ffAPYDv9dk7zDj934D8MeZeT5wClUANaqT/uu6S4HPAC9vW/0Pgdvq2r3Ae5vqe8IM+/+PwE31v6GPAn8y2/0ZMLPjEeCStuVzgHvrx9uBt1DdtmZHZrYy8zFgKCJGgJcAfwR8qrl2X2Am/a/NzG/XtUNAL+6RPpP+zwEujoj/ERGfiIj2C3ObMJPeJ1wL3JiZjzfR8DFm0v9e4GURMUB1QfTPmmv7qE76B9hHFZLtjt6K6pjaJs2k/6uAv60fF/ndNWBmQWZu4/m/HAOZOXH+9zhwKrAYeLqtZhw4NTO/n5lfb6bTyc2w/8cBIuKNwO8Af1a+4+ebSf/AbuA/ZOabgEepPlU3Zoa9ExG/CKyg2i3SuBn2/xBwA/Ag8ArgntL9HqvD/snML2XmM8es3r5dR2ubNJP+M/PJzPxZRATwp1QfVGaVAVNG+37kYardF8fetmZivB911X9EvINqX/rFmTnWVJPT6Kb/OzJzTz12B/DaRjqcWrf/dtZQ7aY53Ex7x9VN/5uACzLz1cBf0R93O5+s/6m0b1e//D530z8R8Wbg88Cls338BQyYUvZGxGj9eBWwk+q2NSsjYrA+uDaYmU/2qsHj6Lj/iHgn1cxlNDMf7U27L9DN+39nRLy+rl0B7HnBqzWr2387b6HaFdIvuun/J1T/SUN1kHxJ081OYrL+p3L0VlQd1Dal4/7rcNkE/NvM/GaJZjyLrIyrgJsj4mSq6f/WzDwcETuB+6iCfX0vGzyOjvqPiAVUuzgeA26vZtrcm5mN7maaRDfv/28DN0XEc8ATwBW9aLhNt/92gmrXXr/opv/Lgc9ExCHgOeA9vWj4GC/of5rajwCfjIj3AE8Cv9VAf8fTTf9/DpxMtQ1QncU6qycqeKsYSVIR7iKTJBVhwEiSijBgJElFGDCSpCIMGElSEZ6mLPWZiFhMdV+oC6luBLkPuCozv9X2/NeAX8vMH/SqT+l4DBipj0TEIPBl4G7g7Mw8VF8Qtz0i/jVwJnAz8Ms9bFPqiLvIpP7yZuB0YENmHgLIzLuBy4AFVBcjrqe68l3qa85gpP7yWuDbx34vSmZ+uX54OUB95bXU15zBSP3lCL35ygNp1hkwUn/5JrCs/o6UoyLio/WxGOmEYcBI/WUn8A/AhvpmokTESqpjMH/fy8akbhkwUh+pvyzq14EzgAci4jtUX0N9UWb+uKfNSV3ybsqSpCKcwUiSijBgJElFGDCSpCIMGElSEQaMJKkIA0aSVIQBI0kq4v8DSVvlMg/lSL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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73NpbutJXu4YajcaCHnBfRcSFwPrM3NB6vBV4eWbu7G1nkqSZLMaZzZPAyLTHSwwaSepvizFsNgNvBYiI1wA/6G07kqS5DPe6gXm4FnhzRNwJDAGre9yPJGkOi+4zG0nS4rMYT6NJkhYZw0aSVM6wkSSVW4wXCDxHRPw6zcuhDU5J6o3HM/OFsxUMwh/o7QzG+5Ckxeo3IuINsxUMwh/pJ3rdgCTtxxo0v4Yy682MBiFsurPwkCRpPoaAXwIPzlY0CGETvW5AkvZzBwCz3ptlEMLmYWCq101I0n5sEpiYrWAQwubtNKdxkqTeOBj4t9kKXK5GklRuEGY2kqQ+Z9hIksoZNpKkcoaNJKmcYSNJKrfoF+KU+lVEHAx8HjgK2AlsA87MzO9Oe/5O4G2Z+dBu+/4ZsDIzVyxkz1IVZzZSgYhYAtxIc72oV2Xmq4DPAhsi4oURsRzYBPzWXvb9HeBjC9mvVM2wkWq8ETgUOCczdwJk5u3AamAp8H5gDfDI9J0i4nk0l/341IJ2KxXzNJpU4/eA+zPzOUspZeaNrc3TACL2WNrv88BFwI+rG5QWkjMbqcYU8HQnO0TEm4FDM/Pimpak3jFspBr3AIdHxHPW7YuIv4mIN86wz4nAKyPifuBC4NURcVVxn9KCMGykGhM077V0TkQsBYiIo2l+ZvPA3nbIzFMy87dbFxOcBtyTmccvVMNSJcNGKpCZDeAdwCuALRHxfeAs4K2Z+ZOeNif1gKs+S5LKObORJJUzbCRJ5QwbSVI5w0aSVM6wkSSVM2wkSeUMG0lSuf8HRwOXEp75tR0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Z+XQbaiVJHVTXyuQyYAC4PCLGzp1cCFwfEYuA7cCtmbkvIrYAD9AMtrVV7UXAhoOtrWlOkqQJ1HXO5EKa4THeKfupvRK4ctzY46W1kqTO8UuLkqRihokkqZhhIkkqZphIkooZJpKkYoaJJKmYYSJJKmaYSJKKGSaSpGKGiSSpmGEiSSpW2y3opTEX37m+2y3MGFefdVW3W5Bq4cpEklTMMJEkFTNMJEnFDBNJUjHDRJJUrNaruSJiOfCpzFwZEUcDG4EGsA1Ym5mjEXEFcCawF1iXmQ+1o7bOeUmSXqy2lUlEfBS4CVhcDV0LrM/MFUAPsCYiltF85O5y4FzghnbU1jUnSdL+1bkyeRJ4O/CV6v1xwL3V603AW4EENmdmA9gREX0RMdiG2tsma2xgYAl9fQvaMMX5YXCwv9stzBl+lu3l59leJZ9nbWGSmd+IiCNbhnqqIAAYAQ4FlgI7W2rGxktrJzU8vOfAJjPPDQ2NdLuFOcPPsr38PNtrqs9zsrDp5An41vMY/cAuYHf1evx4aa0kqYM6GSaPRsTK6vVqYAuwFVgVEb0RcTjQm5lPt6FWktRBnbw310XAhohYBGwHbs3MfRGxBXiAZrCtbUdtx2YkSQJqDpPMfAo4oXr9OM2rscbXXAlcOW6suFaS1Dl+aVGSVMwwkSQVM0wkScUME0lSMcNEklTMMJEkFTNMJEnFDBNJUjHDRJJUzDCRJBUzTCRJxQwTSVIxw0SSVMwwkSQVM0wkScUME0lSsU4+abE2EdEL3AgcA/wWOD8zn+huV5I0f8yVlck5wOLMPBH4GHBNl/uRpHllroTJScBdAJn5IHB8d9uRpPmlp9FodLuHYhFxE/CNzNxUvd8BvDYz93a3M0maH+bKymQ30N/yvtcgkaTOmSthshU4AyAiTgAe6247kjS/zImruYDbgNMi4n6gBzivy/1I0rwyJ86ZSJK6a64c5pIkdZFhIkkqZphIkorNlRPwc4q3h2m/iFgOfCozV3a7l9ksIhYCNwNHAocAV2XmHV1tahaLiAXABiCAfcB5mflkd7s6OK5MZiZvD9NGEfFR4CZgcbd7mQPeDezMzBXAauDzXe5ntnsbQGa+Gfg4cG132zl4hsnM5O1h2utJ4O3dbmKO+Dpwect7vxxcIDNvBz5YvT0C+EUX2ylimMxMS4FnW97viwgPSR6kzPwG8Hy3+5gLMvOXmTkSEf3ArcD6bvc022Xm3oi4Bfgczc90VjJMZiZvD6MZKyIOA+4BvpKZX+t2P3NBZr4PeB2wISJe1u1+DoZhMjN5exjNSBHxKmAzcElm3tztfma7iHhPRFxavd0DjNI8ET/reOhkZvL2MJqpLgMGgMsjYuzcyerM/HUXe5rNvgl8OSK+CywE1mXmb7rc00HxdiqSpGIe5pIkFTNMJEnFDBNJUjHDRJJUzDCRJBXz0mCpgyJiKfCPwCk0b0UyDFyUmY+0bL8fOCszn6rG3gpcDSwAHqF548/nOt+9NDFXJlKHVHeD/jbwDHBsZh4LfBLYFBG/X93Z+D6a34Ru9SXg3Mx8A7AEeG8H25amxTCROuctwOHAFWO3x8nMe2h+KXUBcAGwFvj5uP0WAEur25UvBvyCoGYcD3NJnfMnwA8zc7R1MDO/Xb08HyAixu/3N8B/0bxn28+YxTcD1NzlykTqnFHggG6VERF/APwT8Abg1cCDzOJnXmjuMkykzvk+sCwieloHI+IfIuItE+yzAtiWmU9WK5oNwMp625QOnGEidc4W4H+BK6rzH0TEKprnTH48wT7bgDdWd+sFWAM8XHej0oEyTKQOycwGcDZwFLAtIn4EXAKckZn7fcJeZm6n+WTDe6r644G/61DL0rR512BJUjFXJpKkYoaJJKmYYSJJKmaYSJKKGSaSpGKGiSSpmGEiSSr2f/prV7zxQQqMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in [\"C1\",'C14','C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21' ]:\n",
    "    plt.figure()\n",
    "    sns.countplot(train[column])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c509c7b550>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.countplot(train['click'])\n",
    "plt.figure()\n",
    "sns.countplot(train['banner_pos'])\n",
    "plt.figure()\n",
    "sns.countplot(train['site_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c54eda2e80>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.countplot(train['site_domain'])\n",
    "plt.figure()\n",
    "sns.countplot(train['site_category'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c52db4d898>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dqWDUZ0iGkSQVYtQDaSPw4rA7IUkj4MjZCkY6kDLzPOCKYfdDkkZAY7aCkQ6kynHD7oAkjYBFsxWMdCBFxPHATcPuhySNgJdmKxjpQAL+jNYjhSRJ/XXubAU+OkiSVIRRnyFJkgphIEmSimAgSZKKYCBJkopgIEmSimAgSQeBiLgzIk4+QPvqiLhiCF2S5mykn/YtHSwy86ph90HqloEkDUBE1IEvAb8EHAU8DlwH3As8CRwP/AdwWWY+HxH/DXwbOA2YBn4rM5+Z4f4PA38ArAO+AFxA62n2C4CH+zAkqedcspMG4zTglcw8ldbzE98KnAf8MnB7Zh4PbKEVKtB6EOXGzHw78A3glg7f52LgV2gF3PvxWY16EzGQpAHIzEeA2yNiFfBF4OeBw4CnMvPhquwe4F3V8UvAVw7QPpvlwLcz89XMnAT+svveS4NhIEkDEBHvBb4G7ALuBh6htUS3u61srO18b2Y2D9A+myavfz5jp6+Ths5AkgbjHOCbmXk3sAN4J63PdyIiTqxqrgTWVseLI+JXD9A+m78Bfj0iDomICeA9Pem9NAAGkjQYdwC/ERFPAPcBG2iF0vPApyLiX2n9ouaNba95f0Q8DqwArunkTTLzu7Q2MWwGHgB+1KsBSP3m076lIYmIY4GHM/PYA1xrZqY/jaKR4rZv6U0iIr5Ga/fc/h7IzN8fdH+kXnOGJEkqgp8hSZKKYCBJkopgIEmSimAgSZKKYCBJkorwv/0gleLbWBE8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zgP8G/I9d3B5JWjDm9QgGeBbwjwCZ+fWI+IO5foPOlz7Zqm7kJX8612+tBejEa748sObCo144hJZorm1Zc0erur1e82AAtn7me63qF53wmJ1t0qyNdDqdXfbmtUXE+cCXMnNdc/824NGZuXnXtkyS5r/5vonsbmB02v1FhoskDcd8D5gNwPMAIuLpQLvpXyVJszbf98FcCjw7Iv4ZGAFO3MXtkaQFY17vg5Ek7TrzfROZJGkXMWAkSVUYMJKkKub7Tv5Z2ZmpZiJiOfC+zFwxoG4JcAFwEPAA4N2Z2fMsuojYCzgPCGALcGJmDjzTKiIeAnwTeHZm3jKg9gbgrubu9zOz70EREXEq8EJgb+AjmdnzrNOIeA3wmubuPsBTgIdl5p096pcAF1H+PluA1/drf0Q8ALgQeDTl8PTVmfmdHrW/6aOIOBhYA3SAm5rnbe1VP23ZB4HMzI8NeP2nAOc26/Br4FWZ+bM+9U8EPkE5KOX/Am/KzC0t2vPypvYZA9pzKPD3wNTf5qOZ+Xd96h9C+X+3DNiraf/3+tR/HnhY89BBwNczc9WAv8/HgM3ArZTPWM+/f9P+jzV/yxuBt0zVd/tMAd+mR//2+wx2698er38bPfq3R/136dG/A9qzXf/2eP0f0aV/e9R+nT592+M5L2dA/07nCKa/HZpqJiLeBpxP+QId5ARgY2YeARwLfGhA/QsAMvOZwDuBswa9QfMf5OPAr1rU7tO8/orm36BwWQEcDjwTOAo4oF99Zq6Zem1K4L25V7g0ngcszszDgXcB7xmwCq8HfpGZTwfeRI+/Z5c+Ogs4vemHEeC4fvURMRYR6yjB2ub1z6Z8MawALgFOGVD/34HTmn5eOvN9uv0fa76k/7Rp/6D2HAqcNa2fZ4bLzPr3A5/NzCOB04HH96vPzFXNuv5n4E7grQNe/wzgXZn5LMqX2MoB9Z8ATmr66y7KF96Ubp+pfv27Xf2A/u32+v36t1t9v/7t+p3Qp3+71ffq3261ffu223MG9e9MBkx/20w1AwyaauZ7wItbvvYXgXdMu9/3BNDMvAz4s+buo4Cf9Smf8gHKr70ft6h9MrA0Iq6KiK805w31cwzlvKJLKb+YrmjxHjTT9RySmZ8YUHorsLgZRe4L3Deg/onAOig/O4En9Kib2UeHAdc0t9cBRw+ofxDwV8CnW77+qsy8sbm9GLhnQP1LMvNrEbE35ZfizH7epj4ifgd4L3BSy/YcBqyMiK9FxCcjYnRA/TOB342IfwJeAXx1QP2UM4FzM/MnA+pvAB4cESOUk6Jn9vPM+t/NzH9ubm+gfEandPtM9evfbvX9+rdbfb/+7Vbfr3+3qx/Qv73Wt1v/dqsd1Lf9vqN69e82DJj+9uX+TUYAWyKi52bFzPwSg78Ip2p/kZmTzX+AtZRfEIOeszkiLqIMydf2q202SY1n5pVt2gNsogTSMcB/AT7bb12B/SmB+8fT6rf7Bd3FaZT/nIP8gjIEv4UyjD9nQP2NwPMjYqQJx0c2mxW30aWPRjJz6lj9SWC/fvWZ+f3M/EavRnSp/wlARBwO/DnwwQH1WyLiUcC/Uf7G2au+Wb9PUn5FTrZpD3A98JfNr9Z/p4wg+tUfBExk5tGUzUGnDKif2iz7R5RNU4Pa8x1K394MPJQZX3Jd6v89Io5qbr8AeOC02m6fqZ79262+X//2qO/Zvz3qe/Zvl/p30Kd/e6xv1/7tUXsQ/fu263dUv/6dyYDpr+pUMxFxAHA18OnMvLjNczLz1cDjgPMi4oF9Sl9LOcn0q5T9HZ+KiIf1qb8V+ExmdjLzVmAj8PA+9RuBKzPz3mbEcA8w1q/tEfHbwOMz8+p+dY23Nq//OMro6qKpzXg9XEDpr6spXzzfzBn7LnqYvr1/lDLsn1MR8VLKSHJlZo4Pqs/MH2bmY5vn9NsUehjwWOCjwOeBJ0bE3w54+Usz85tTt4GnDqjfCEztG/x7Bo/iAY4HLm759z8bOCIzHw98isEznp8InBoR/xP4OXD79Ae7fKb69u+Ofga71ffr3271/fp3ej0lfPv2b5fX79m/XWoH9m2Pv0/r/jVg+qs21UxEPBS4CjglMy9oUf/KZqc6lNHGVsqOxa4y88jMPKrZXnojZQfeT/u8xWtpPtwR8QjK6K3f8Pda4LnNiOERlF+SGwesxpHAPw2omTLB/aPHO4AllB2RvfxH4NpmfS+l/Hpr44ZmfxKU7czrWz6vlYg4gfLLdkVmDmxTRHw5Ih7b3J1k2y/IbWTm9Zl5SLPOq4BvZ2avTWVTroyIpzW3/4iyP6yfa2k+A5T++7cB9VA2Q61rUQelb+9ubv+YssO5n5XAazNzJfA7wP+aeqDHZ6pn/+7EZ3C7+n7926O+Z//OrB/Uvz3a37V/e9T27ds+f5/W/etRZP3VnGrmNMqH6R0RMbWd89jM7LVD/hLgwoj4GuXL9qTMnLk9fzY+CayJiGspR9y8tt9oLTOviIgjKUPyRZSjcwb9ognaf/F/ELggItZTjlI7LTN/2af+O8BfR8R/pfxKbXt9hJMpo8G9KZtp+m563BHNJqxzKJsfLokIgGsy84w+T3svpR/upfyQeN1ctafxRsrO7HuBn3L/fr1eTgbOj4g3sv1O9V52pJ9fB3w+IjYD91IO1ujnO8A/RMQm4OrM/Idpj3X7TL0FOKdH/+7oZ3Bm/V7AfwB+SPf+7fb6b6d3/862PQB/Afxtl/7tVvtq+vdt1/awA/3rVDGSpCrcRCZJqsKAkSRVYcBIkqowYCRJVRgwkqQqDBhpDxMRbU5UlXY5A0ba86zY1Q2Q2vA8GGmAZk62j1JOqnso8C3gVODvKHOlHUI52e6EzLwjIn5OOTH2cMrZ2q/IzB/0ef2nUGa9Xko5s/0VlJPkZr7ny4D3UWaLvj4zl0fEcymzTS8Bvk+5rMHG5uz1cykTFF4HPDHLdPePo8xI/GDgl5RZrf8lItZQzow/mDJz+NuyzPg7Na/d8sx8487/FbUQOYKRBjscuDfLZRsOBn6bMsXGkyjXwTmEcpb4XzX1Y8B1mfn7lDmkBk3U+VngrzPzSU39W3q9Z2a+GaAJlzHKmf/HZOZTgSuB90W5TMOnKcH2VLadLPIzwDlN294KrI1yLR0oU7M/gTI/1cMj4jHN8lfRYmJDaSanipEGyDK9+saIWE25ZsZjKdO635qZX23KLgKmJgO8hzJx49Tyv+n12hGxP/DwzLyiea+PTnus23tOtxw4ELi6maZkL8oI6EnAzzPzW03dBcDZEfEg4ODMvKR5r69HxB2UqT8AvtEs7zSzdp8QERcCD+01w7DUjwEjDRARL6RshjqbctXM/SmbxKbP1bZo2v2t06aIX0T/a/3cR5n7beq99gEeQdk0NvM9Z14OYS/KBJ8vnPbcBwGPpPvWiW7LRrj/e2D6nFdrKNdCmh6W0g5xE5k02NHAFzLzQspEmn9I+XKPZv8JlIlQp2aYXRoRL+iyfDuZeRfwo4h4TrPolZRg6fWecP91ib4BPKPZrwLl+iEfoGyuWxYRT2qWvxzoZObdlOupvBh+M0P4wyiXEp7Zrh9SLr/7RnpfXE3qyxGMNNh5wMUR8TLKjL8bKF/4dwBnRsTBlJ3w02fG/eOIeA9lCvpXD3j9E4CPRsT7Kdc3eSVlxDLzPX+vqb+ccj33wyiXWfhCM3PzjygHGtzbTCP/qYjYSrmo1a+mvdfHIuJMyjXkX9zUd2vX5ylXYGxzRVRpOx5FJu2EiDgI+GpmHtTlsU5mtrm6ZxVRLjP9XuDMzPxlRPwF8MjMPHkHXmMxZeTyxal9NtKOcgQjDUFEfJZyOPNMX87Md87le2Xm1mbn/b801wX5Ae2vj0OUS1//mHIxr8vmsm1aWBzBSJKqcCe/JKkKA0aSVIUBI0mqwoCRJFVhwEiSqvj/SqkBEPNddWkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.countplot(train['app_id'])\n",
    "plt.figure()\n",
    "sns.countplot(train['app_domain'])\n",
    "plt.figure()\n",
    "sns.countplot(train['app_category'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c54e30bbe0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.countplot(train['device_model'])\n",
    "plt.figure()\n",
    "sns.countplot(train['device_type'])\n",
    "plt.figure()\n",
    "sns.countplot(train['device_conn_type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'click', 'hour', 'C1', 'banner_pos', 'site_id', 'site_domain',\n",
       "       'site_category', 'app_id', 'app_domain', 'app_category', 'device_id',\n",
       "       'device_ip', 'device_model', 'device_type', 'device_conn_type', 'C14',\n",
       "       'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"device_type\", hue=\"click\",data=train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"device_type\", hue=\"device_conn_type\",data=train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13, 9))\n",
    "sns.countplot(x=\"site_category\", hue=\"banner_pos\",data=train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a99f214a    1668358\n",
       "0f7c61dc       1060\n",
       "c357dbff        999\n",
       "936e92fb        671\n",
       "afeffc18        485\n",
       "28dc8687        211\n",
       "cef4c8cc        208\n",
       "d857ffbb        197\n",
       "987552d1        194\n",
       "3cdb4052        156\n",
       "b09da1c4        155\n",
       "02da5312        123\n",
       "03559b29        123\n",
       "d2e4c0ab         74\n",
       "096a6f32         72\n",
       "f1d9c744         65\n",
       "9af87478         64\n",
       "abab24a7         62\n",
       "bbcf14e4         60\n",
       "ea04480e         57\n",
       "c35f5168         55\n",
       "bc335145         51\n",
       "eec6d022         51\n",
       "1de30ee7         51\n",
       "2c112522         50\n",
       "73b81e30         45\n",
       "7d53058f         45\n",
       "e8343327         45\n",
       "bea61865         44\n",
       "bc8b6d57         44\n",
       "             ...   \n",
       "3d1bf3b1          1\n",
       "b50aa715          1\n",
       "fb5ad17c          1\n",
       "56a2f3b5          1\n",
       "69394c9c          1\n",
       "4da8dcb7          1\n",
       "33103375          1\n",
       "c779436f          1\n",
       "c54984ac          1\n",
       "04e2d70b          1\n",
       "ba537d42          1\n",
       "14c9d097          1\n",
       "201b3a48          1\n",
       "4661365e          1\n",
       "ce3db72d          1\n",
       "b7460eb8          1\n",
       "b6412606          1\n",
       "1ed329d0          1\n",
       "ad8a6c5d          1\n",
       "ce1d1549          1\n",
       "1738fc42          1\n",
       "98d4aaa5          1\n",
       "61059ff6          1\n",
       "f81db302          1\n",
       "913cef14          1\n",
       "9708cab1          1\n",
       "720b0a52          1\n",
       "261dbb44          1\n",
       "9c446bcb          1\n",
       "ea52293b          1\n",
       "Name: device_id, Length: 279600, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.device_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ecad2386    1291052\n",
       "92f5800b      77807\n",
       "e2fcccd2      56645\n",
       "febd1138      37979\n",
       "9c13b419      37944\n",
       "7358e05e      30671\n",
       "a5184c22      24570\n",
       "d36838b1      22704\n",
       "685d1c4c      20450\n",
       "54c5d545      19839\n",
       "03528b27      16317\n",
       "f0d41ff1      14709\n",
       "e9739828      14068\n",
       "e2a1ca37      13994\n",
       "51cedd4e      12083\n",
       "66f5e02e      11412\n",
       "03a08c3f      10942\n",
       "98fed791      10795\n",
       "f53417e1      10005\n",
       "73206397       9940\n",
       "e96773f0       9089\n",
       "ce183bbd       7386\n",
       "be7c618d       5914\n",
       "1dc72b4d       5217\n",
       "f888bf4c       5204\n",
       "396df801       4760\n",
       "3c4b944d       4456\n",
       "cf0327f9       4387\n",
       "39947756       4340\n",
       "3f2a6cbb       4173\n",
       "             ...   \n",
       "a9c3b07d          1\n",
       "5225db1a          1\n",
       "9a93ae28          1\n",
       "1b907c29          1\n",
       "df8b7a93          1\n",
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       "595d920f          1\n",
       "82bfeca4          1\n",
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       "953ead9d          1\n",
       "806c229f          1\n",
       "03319405          1\n",
       "b8f4affe          1\n",
       "6b1c8b8a          1\n",
       "1a9a1480          1\n",
       "027bb4d7          1\n",
       "c470c43c          1\n",
       "ebbf7827          1\n",
       "976fac14          1\n",
       "9271eb9f          1\n",
       "3187743c          1\n",
       "6d068758          1\n",
       "53c88c37          1\n",
       "2907b16f          1\n",
       "8a1278ce          1\n",
       "43ce98c6          1\n",
       "830f8099          1\n",
       "0f760060          1\n",
       "Name: app_id, Length: 4002, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.app_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111    1361062\n",
       "32      262128\n",
       "159      93999\n",
       "87       56657\n",
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       "232        306\n",
       "65         262\n",
       "        ...   \n",
       "84           1\n",
       "121          1\n",
       "117          1\n",
       "113          1\n",
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       "174          1\n",
       "59           1\n",
       "172          1\n",
       "61           1\n",
       "247          1\n",
       "Name: app_domain, Length: 248, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.app_domain.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     1307659\n",
       "4      478042\n",
       "23      86231\n",
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       "5         266\n",
       "7         143\n",
       "21        141\n",
       "18         89\n",
       "15         30\n",
       "13         18\n",
       "2          17\n",
       "20         15\n",
       "8          14\n",
       "6          11\n",
       "12          8\n",
       "3           2\n",
       "10          1\n",
       "22          1\n",
       "Name: app_category, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.app_category.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50e219e0    825946\n",
       "f028772b    633471\n",
       "28905ebd    368612\n",
       "3e814130    151849\n",
       "f66779e6     12762\n",
       "75fa27f6      8122\n",
       "335d28a8      6778\n",
       "76b2941d      5203\n",
       "c0dd3be3      2109\n",
       "72722551      1425\n",
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       "dedf689d      1221\n",
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       "a818d37a       169\n",
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       "e787de0e        65\n",
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       "5378d028        31\n",
       "9ccfa2ea        22\n",
       "c706e647         2\n",
       "74073276         1\n",
       "Name: site_category, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.site_category.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1578    729317\n",
       "358     323992\n",
       "2632    132690\n",
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       "920       7484\n",
       "         ...  \n",
       "2889         1\n",
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       "786          1\n",
       "681          1\n",
       "287          1\n",
       "1863         1\n",
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       "447          1\n",
       "2496         1\n",
       "2185         1\n",
       "Name: site_id, Length: 3014, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.site_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2689    755930\n",
       "3302    323992\n",
       "1734    167306\n",
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       "2650      6294\n",
       "3089      5772\n",
       "         ...  \n",
       "576          1\n",
       "575          1\n",
       "1593         1\n",
       "1317         1\n",
       "3249         1\n",
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       "2225         1\n",
       "571          1\n",
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       "421          1\n",
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       "2218         1\n",
       "2468         1\n",
       "2047         1\n",
       "Name: site_domain, Length: 3472, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.site_domain.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60,)\n",
      "23     445344\n",
      "221    252019\n",
      "79     230392\n",
      "48     108023\n",
      "71     105466\n",
      "61     103184\n",
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      "35       2384\n",
      "108      2355\n",
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      "251      1076\n",
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      "20        685\n",
      "194       684\n",
      "93        599\n",
      "102       453\n",
      "104       420\n",
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      "163       297\n",
      "177       269\n",
      "255       199\n",
      "195       177\n",
      "1         159\n",
      "219        73\n",
      "85         35\n",
      "Name: C21, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "C21_counts =  train.C21.value_counts()\n",
    "print(C21_counts.shape)\n",
    "print(C21_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "185183    1668358\n",
       "16884        1060\n",
       "213556        999\n",
       "161063        671\n",
       "192242        485\n",
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       "3155          123\n",
       "230525         74\n",
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       "126407         45\n",
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       "253695         45\n",
       "206042         44\n",
       "208368         44\n",
       "           ...   \n",
       "189134          1\n",
       "191183          1\n",
       "254702          1\n",
       "260845          1\n",
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       "133843          1\n",
       "131794          1\n",
       "137937          1\n",
       "135888          1\n",
       "0               1\n",
       "Name: device_id, Length: 279600, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.device_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "406922    10429\n",
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       "714369     1648\n",
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       "567142     1463\n",
       "965939     1444\n",
       "          ...  \n",
       "253444        1\n",
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       "189987        1\n",
       "0             1\n",
       "Name: device_ip, Length: 969305, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.device_ip.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3124    122091\n",
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       "453      14599\n",
       "5397     13945\n",
       "         ...  \n",
       "635          1\n",
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       "630          1\n",
       "1213         1\n",
       "190          1\n",
       "1214         1\n",
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       "4721         1\n",
       "191          1\n",
       "1649         1\n",
       "4282         1\n",
       "3713         1\n",
       "5763         1\n",
       "1204         1\n",
       "2704         1\n",
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       "2696         1\n",
       "5301         1\n",
       "5302         1\n",
       "648          1\n",
       "3718         1\n",
       "2692         1\n",
       "1668         1\n",
       "643          1\n",
       "4579         1\n",
       "Name: device_model, Length: 5778, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.device_model.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    1864814\n",
       "0     110569\n",
       "4      38527\n",
       "5       6456\n",
       "2          3\n",
       "Name: device_type, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.device_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'click', 'hour', 'C1', 'banner_pos', 'site_id', 'site_domain',\n",
       "       'site_category', 'app_id', 'app_domain', 'app_category', 'device_id',\n",
       "       'device_ip', 'device_model', 'device_type', 'device_conn_type', 'C14',\n",
       "       'C15', 'C16', 'C17', 'C18', 'C19', 'C20', 'C21'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "sub_train = train.iloc[:, 4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13, 9))\n",
    "sns.heatmap(sub_train.corr().abs(), annot=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "enc = LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "train['site_id'] = enc.fit_transform(train['site_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in ['C1', 'site_id', 'site_domain',\n",
    "       'site_category', 'app_id', 'app_domain', 'app_category', 'device_id',\n",
    "       'device_ip', 'device_model']:\n",
    "    enc = LabelEncoder()\n",
    "    train[column] = enc.fit_transform(train[column])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sub_train = train.iloc[:, 4:]\n",
    "plt.figure(figsize=(20, 18))\n",
    "sns.heatmap(sub_train.corr().abs(), annot=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train['day']=np.round(train.hour % 10000 / 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22.0    266665\n",
       "28.0    264691\n",
       "30.0    209693\n",
       "21.0    206602\n",
       "23.0    193840\n",
       "29.0    192180\n",
       "26.0    190962\n",
       "25.0    168427\n",
       "24.0    166728\n",
       "27.0    160581\n",
       "Name: day, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['day'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train['hour1'] = np.round(train.hour % 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13    119101\n",
       "9     113434\n",
       "12    110621\n",
       "14    109962\n",
       "10    107523\n",
       "8     105000\n",
       "15    103584\n",
       "16    102441\n",
       "11    102436\n",
       "17    101912\n",
       "5      99374\n",
       "4      95045\n",
       "7      92722\n",
       "18     88634\n",
       "6      87997\n",
       "3      70135\n",
       "19     65946\n",
       "2      60823\n",
       "20     56065\n",
       "21     49863\n",
       "1      49223\n",
       "22     45485\n",
       "0      42380\n",
       "23     40663\n",
       "Name: hour1, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['hour1'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z7UkbLTvvsLOH5b6Hq260PAdjoW5TQdP0DvgdgbuBOZl5T7n4kYiYmZn3UexHuRd4Gjg3Is4Hdga6M/OZiKjctsnHJTWl1Qijypu71GlNj0xOB6YAZ0RE376Tk4BLImIi8ASwIDPXRcRi4EGK/Tqzy7ZzgSsrtpU0QjY39AzL0avpfSYnUYTHQDNatJ0PzB+wbGnVtlI7fBOT6ml8n4kkw2s4tfpfgv/PphkmGlOafpM2FKSCYaItkp82pdHFMFElvrlL2hRP9ChJqs2RyTjjCEMq+FoYXoaJOsoXrDQ+OM0lSarNMJEk1WaYSJJqM0wkSbW5A36Ucse2pC2JIxNJUm2GiSSpNqe5RpjTVdLo4mu2NUcmkqTaDBNJUm1Ocw0Th76SxjPDRJIaMNY/cDrNJUmqzZGJJG3BRsuIxjAZYLQ8cZK0KU2/lxkmkqRXbW4Iuc9EklSbYSJJqs0wkSTVZphIkmozTCRJtRkmkqTaDBNJUm2GiSSpNsNEklSbYSJJqs0wkSTVNibOzRUR3cBlwPuA/wQ+m5lPj2yvJGn8GCsjk48DW2fmh4AvAl8b4f5I0rgyVsJkP+AfADLzR8D7R7Y7kjS+dPX29o50H2qLiKuAWzJzYXl9GbBbZq4d2Z5J0vgwVkYmzwOT+l3vNkgkqTljJUweAD4GEBEfBB4b2e5I0vgyJo7mAm4FPhoR/wx0AceOcH8kaVwZE/tMJEkja6xMc0mSRpBhIkmqzTCRJNU2VnbA11b3lCwRMR3468ycWbH9BOAaYFfgdcDZmXlbhbqtgCuBANYBx2bmzyuu843Aw8BHM/PJKjVl3SPAc+XVX2RmpQMcIuI04HBgInBZZl5doeYY4Jjy6tbAXsCbMvPZTdRMAK6n+F+uA46v8vgi4nXAtcBuFIeXz87Mp4aoefV5jojdgeuAXmBJWb9+qLp+yy4EMjO/WXF9ewFfLx/jfwKfycz/V6FuD+AKioNTfgJ8LjPXtdHPo8qaD1Xs597A94G+/+XfZObfVah7I8W2PQXYqnx8LbftAXU3AW8qb9oV+FFmHlmhbi/gm8BaYCnFa37I5698fN+keA4eBU4aWNfq9Q38jCG2l029L2xqexlkfcsYYnsZpO5pKm4v/Tkyec1mn5IlIk4FrqJ486vq08CKzNwfOAT4RsW6PwbIzH2BvwQuqNjHCcDlwEtt9JGI2Lpc38zyr2qQzAT2AfYFZgC7VKnLzOv61kURfP9rU0FS+hjQk5n7AGcB51RZF3A88EJmfhD4HEM8By2e5wuAeeVz2AXMqlIXEVMjYiFF0LazvospXtgzge8CX6hY9xXg9HKb2Waw9bbajss33D8rH1/Vfu4NXNBvmxksSAbWnQvckJkHAPOAd1Wpy8wjy//JnwDPAp+vuL4zgbMycz+KN9JDK9ZdAZxcPu/PAUe1KGv1+q6yvWxUV3F7abW+KttLq7pK28tAhslr6pyS5efAJ9pc383AGf2uV/qSZWb+PXBCefVtQMtPpi2cT/Fp6rdVO1h6H7BNRNwdET8ov8dTxcEU3/e5leJT6u3trDQi3g/smZlXVGi+FOgpR5eTgVcqrmYPYCEUH/eAdw/RfuDzPA1YVF5eCBxUse71wHzgb9tc35GZ+Wh5uQd4uWLdEZn5w4iYSPEJfrBtZoO6iNgB+Cpwcpv9nAYcGhE/jIirI2JSxbp9gZ0j4p+ATwH3Vazr8yXg65n5bxXrHgF+LyK6KL70PNh2M7Bu58z85/LyAxTvHQO1en1X2V5a1VXZXlrVVdleWtVV3V42YJi8ZjKvTeUArIuIStOAmXkL1d/A+mpeyMxV5QttAcUnsaq1ayPieooh7IKh2pdTR8sz8652+lhaTRFEBwMnAjdU/L+8gSKQ/7Rf3aCfbls4neLNoYoXKIbpT1JMk1xSse5R4LCI6CpD8i3lNGJLLZ7nrszsO7Z+FbBdlbrM/EVm/niozrWo+zeAiNgHmANcWLFuXUS8DXic4nnJoerK/8PVFJ/yV7XTT+Ah4JRyhPGvFCOAKnW7Aisz8yCKKZqWI69Wr7dyiuxAimmkqv18imJbeQLYkUHCq0Xdv0bEjPLyHwPbtqhp9foecntpVVdlexmkbsjtZZC6StvLQIbJaxo/JUtE7ALcC/xtZt7YTm1m/k/g94ErI2KjjXmA4yi+1HkfxT6Ib0XEmzZd8qqlwLczszczlwIrgDdXqFsB3JWZa8pP/S8DU6usMCK2B96VmfdW7OPny3X9PsVI6vq+6bkhXEPxvN9L8abwcJW54X76z3dPophi6aiI+CTFCPPQzFxetS4zf5WZ7yxrq0yNTgPeCfwNcBOwR0RcVHF1t2bmw32Xgf9asW4F0Lff8Pu0Nzvw34Eb23z+Lgb2z8x3Ad+i+tT2scBpEXEH8B/AM60atXh9V9peNvd9oVVdle2lVd1mbC+GST+NnpIlInYE7ga+kJnXtFF3dLljG4pRw3qKHWyDyswDMnNGOXf6KMWOuH+vuMrjKF9kEbETxQhusGmE/u4H/qj81L8Txae3FRXXeQDwTxXbAqzktVHl74AJFDtwh/LfgPvL/8utFJ+i2/FIuW8IivnmxW3WtyUiPk3xCXNmZlbua0TcFhHvLK+uYsM3tZYy86HM3LP83xwJ/Cwzh5ru6nNXRHygvHwgxb6vKu6nfA1SbAOPV6yDYspoYRvtodhWni8v/5Zix38VhwLHZeahwA7APw5sMMjre8jtpcb7wkZ1VbaXQera3l7Ao7n6a/qULKdTbLxnRETfnOUhmTnUDvLvAtdGxA8p3jRPzszB5s6Hw9XAdRFxP8VRKMdVGbFl5u0RcQDFlEc3xZErVT81Bu29sV8IXBMRiymOHDs9M1+sUPcU8OWI+N8UnxL/rI11AsylGBlOpJgqGXLKcXOV006XUEz/fDciABZlZssppAG+SvEcrqH4APLZTvWz9OcUO47XAP/Oa/v4hjIXuCoi/pzBd2wPpt1tBor/w00RsRZYQ3FARhVPAXdGxGrg3sy8s0WbVq/vk4BLhtheNvd9YWDdVsB7gF+x6e2l1fr+gs3YXjydiiSpNqe5JEm1GSaSpNoME0lSbYaJJKk2w0SSVJthInVIRMwsvyjaifueEBH39PvegjSiDBNplIniSwP3UZxIU9oi+KVFqbOmRsSdwDsoznH0pxRfxptL8SXQh4E5mflCRPRmZhe8ej61mZl5TET8Evgxxalw9qf4cuV5DH0CRqkxjkykznorMJvijMRvojjp5V8AMzLzvcCLDHIixAEWZmZk5n9k5qnl2aOlLYZhInXWT8qzvq6nOIXG9sD3M7PvPGVXUJy/aihDnmVYGkmGidRZ/c9j1ktxUsr+uug33dzvNP0TBrRr60fNpKYZJlLzDo+I3ysvH09x+m8oTmW+ZxkolX7dTtpSuANeatbzwF8Bi8qfUn6YYj8KFD8XfTvFmXbvp/hhImlU8KzBkqTanOaSJNVmmEiSajNMJEm1GSaSpNoME0lSbYaJJKk2w0SSVNv/B/h+B8iBo0OQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"hour1\", hue=\"click\",data=train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"day\", hue=\"click\",data=train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp=train.C14.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4687     47475\n",
       "21611    45244\n",
       "21189    38322\n",
       "21191    38302\n",
       "19771    36487\n",
       "19772    36397\n",
       "16208    32720\n",
       "20108    29581\n",
       "8330     27970\n",
       "19950    26464\n",
       "15705    25575\n",
       "15701    25372\n",
       "15707    25265\n",
       "15703    25257\n",
       "15704    25234\n",
       "15708    25008\n",
       "15699    24995\n",
       "15706    24020\n",
       "15702    23871\n",
       "16615    22029\n",
       "23804    20145\n",
       "21767    18766\n",
       "21768    18717\n",
       "22676    17048\n",
       "19251    16936\n",
       "17239    16905\n",
       "17654    14981\n",
       "17653    14946\n",
       "6563     14626\n",
       "21790    14037\n",
       "         ...  \n",
       "23738     1205\n",
       "22915     1203\n",
       "22324     1202\n",
       "20003     1201\n",
       "22322     1195\n",
       "23735     1194\n",
       "24035     1188\n",
       "24036     1188\n",
       "21835     1187\n",
       "21862     1177\n",
       "21739     1177\n",
       "22553     1172\n",
       "22140     1163\n",
       "16011     1157\n",
       "22224     1150\n",
       "21836     1149\n",
       "6559      1130\n",
       "6557      1123\n",
       "22552     1123\n",
       "6991      1122\n",
       "21834     1117\n",
       "17109     1109\n",
       "21791     1106\n",
       "22514     1089\n",
       "22516     1072\n",
       "9461      1071\n",
       "19146     1024\n",
       "23139     1016\n",
       "20122     1013\n",
       "19143     1008\n",
       "Name: C14, Length: 299, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pp.loc[pp>1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('data/train.csv',usecols=[\"C15\", \"C16\"], dtype={\"C15\":'U', \"C16\":'U'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001DE0ADB7D68>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DE0AE98C18>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           320&50\n",
       "1           320&50\n",
       "2           320&50\n",
       "3           320&50\n",
       "4           320&50\n",
       "5           320&50\n",
       "6           320&50\n",
       "7           320&50\n",
       "8           320&50\n",
       "9           320&50\n",
       "10          320&50\n",
       "11          320&50\n",
       "12          320&50\n",
       "13          320&50\n",
       "14          320&50\n",
       "15          320&50\n",
       "16          320&50\n",
       "17          320&50\n",
       "18          320&50\n",
       "19          320&50\n",
       "20          320&50\n",
       "21          320&50\n",
       "22          320&50\n",
       "23          320&50\n",
       "24          320&50\n",
       "25          320&50\n",
       "26          320&50\n",
       "27          320&50\n",
       "28          320&50\n",
       "29          320&50\n",
       "             ...  \n",
       "40428937    320&50\n",
       "40428938    320&50\n",
       "40428939    320&50\n",
       "40428940    320&50\n",
       "40428941    320&50\n",
       "40428942    320&50\n",
       "40428943    320&50\n",
       "40428944    320&50\n",
       "40428945    320&50\n",
       "40428946    320&50\n",
       "40428947    320&50\n",
       "40428948    320&50\n",
       "40428949    320&50\n",
       "40428950    320&50\n",
       "40428951    320&50\n",
       "40428952    320&50\n",
       "40428953    300&50\n",
       "40428954    320&50\n",
       "40428955    320&50\n",
       "40428956    320&50\n",
       "40428957    320&50\n",
       "40428958    320&50\n",
       "40428959    320&50\n",
       "40428960    320&50\n",
       "40428961    320&50\n",
       "40428962    320&50\n",
       "40428963    320&50\n",
       "40428964    320&50\n",
       "40428965    320&50\n",
       "40428966    320&50\n",
       "Length: 40428967, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traintrain[\"C15\"] + '&' + train[\"C16\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
